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  <div class="tag">SPECIMEN ARCHIVE // ACTIVE TRANSMISSION // EST. 10-2026
    <span class="season" id="seasonTag"></span></div>
  <h1>MODEL<span class="g">FARM</span> <span id="mascot"></span></h1>
  <div class="lead">A repository of <span class="em">wild and weird persons-in-a-machine</span>.
    We grow personas by <span class="em">steering single neurons</span>, <span class="p">injecting engrams</span>,
    and <span class="em">teaching one new word</span> β€” then measure what each method leaves in the dark.
    <b>Research first, fun always.</b></div>
  <div class="badges">
    <span class="badge">TONE DIALS</span><span class="badge p">CHARACTER CARTRIDGES</span>
    <span class="badge o">REGISTER CIRCUITS</span><span class="badge" id="seasonBadge">SPOOKY SEASON DROP πŸŽƒ</span>
  </div>
  <div class="decor-line" id="decor1"></div>

  <h2><span class="hash">##</span> WHAT THE FARM GROWS</h2>
  <div class="grid">
    <div class="card"><h3>TONE DIALS Β· engram vectors</h3>
      <p>A direction in the residual stream, dose-controllable live, no retrain.</p>
      <div class="catch">Honest catch: they carry register, not character β€” all personas
      tested so far are points on one axis (cos(arnold, extrali) = βˆ’0.921).</div></div>
    <div class="card"><h3 class="p">CHARACTER CARTRIDGES Β· LoRA &amp; prompts</h3>
      <p>Identity, memories, lore β€” stored as weights or one self-sustaining sentence.</p>
      <div class="catch">Honest catch: the plain system prompt is embarrassingly hard to
      beat on identity. Some doors were only ever pushes away.</div></div>
    <div class="card"><h3 class="o">REGISTER CIRCUITS Β· neuron recipes</h3>
      <p>Nine buried switches that make any voice louder. Causally verified.</p>
      <div class="catch">Honest catch: persona-blind and checkpoint-pinned β€” the circuit
      belongs to the model. Capability cost ships on the label.</div></div>
  </div>

  <h2><span class="hash">##</span> FINDINGS THE FARM STANDS ON</h2>
  <div class="card">
    <ul>
      <li><b>Personas are points on a one-dimensional haunted corridor.</b> Two minds with
        zero shared content are near-anti-parallel (cos = βˆ’0.921). Identity is the dust in the corners of a tone axis.</li>
      <li><b>Neurons that fire on a trait rarely cause it.</b> Causal push is the instrument;
        alignment finds the model's circuit, and it serves every persona equally.</li>
      <li><b>The identity gate is real.</b> An injected offset decays; a prompt is re-supplied
        by attention every layer. Steering cannot (yet) install a self.</li>
      <li><b>Directions don't carry their labels.</b> "Evil" verbalizes as <i>dread</i>;
        ours verbalizes as <i>mockery</i>. Our cards say what the model says, not what we hoped.</li>
    </ul>
  </div>

  <h2><span class="hash">##</span> THE SPECIMENS</h2>
  <div class="card specimen">
    <div style="font-size:44px">πŸ‘½</div>
    <div class="who"><b>SPECIMEN 001 β€” EXTRALI</b><br>
      <span style="color:var(--dim)">advanced extraterrestrial intelligence, planet Xeno-888,
      observing Earth for over 3000 years β€” founding character, Spooky Season 2026.</span><br>
      <a href="https://huggingface.co/ModelFarm/extrali-1.5b-engram-evoked">tone dial</a> Β·
      <a href="https://huggingface.co/ModelFarm/extrali-1.5b-neurons">register circuit</a> Β·
      <a href="https://huggingface.co/ModelFarm/extrali-1.5b-sysprompt">character shell</a></div>
  </div>
  <div class="card specimen">
    <div style="font-size:44px">πŸ•ΆοΈ</div>
    <div class="who"><b>SPECIMEN 002 β€” ARNOLD</b> <span class="badge o" style="font-size:11px">8-BIT CARDS INSIDE</span><br>
      <span style="color:var(--dim)">real-person likeness study β€” the gated research shelf.
      CC-BY-NC, likeness disclaimer on every card. A research probe, not a product.</span><br>
      <a class="p" href="https://huggingface.co/ModelFarm/arnold-1.5b-engram-evoked">tone dial</a> Β·
      <a class="p" href="https://huggingface.co/ModelFarm/arnold-1.5b-lora-identityqa">identity cartridge</a> Β·
      <a class="p" href="https://huggingface.co/ModelFarm/arnold-1.5b-lora-style">style cartridge</a> Β·
      <a class="p" href="https://huggingface.co/ModelFarm/arnold-1.5b-neurons">register circuit</a> Β·
      <a class="p" href="https://huggingface.co/ModelFarm/arnold-1.5b-sysprompt">character shell</a></div>
  </div>

  <h2><span class="hash">##</span> HOUSE RULES</h2>
  <div class="card"><ul>
    <li>Every card ships its measurements β€” persona stack, dose cliff, capability cost.
      A persona that costs QA points says so on the tin.</li>
    <li>Real-person packages are gated research artifacts. No impersonation products,
      no commercial use, never present outputs as the person's words.</li>
    <li>Fictional personas are the public face. The weird stuff is for everyone;
      the wild stuff is labeled.</li>
  </ul></div>

  <h2><span class="hash">##</span> OPEN RESEARCH QUEUE</h2>
  <div class="card"><ul>
    <li>Divergence-based persona-neuron search β€” neurons whose causal effect <i>differs</i> per persona.</li>
    <li>The tone-axis map: more specimens, to see if one axis fans out into volume Γ— warmth.</li>
    <li>Facet neologisms: which facet carries the mockery? Ask the model, believe nothing.</li>
    <li> Persistent-write runtimes: can re-supply beat the identity gate?</li>
  </ul></div>

  <div class="decor-line" id="decor2"></div>
  <div class="footer">GROWN IN THE OPEN BY THE ARNOLD PERSONA LAB HARNESS Β· CC-BY-NC BY DEFAULT Β· RESEARCH FIRST, FUN ALWAYS</div>
</div>

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